Seems a workaround is to boot from the USB drive, but first changing the boot options firmware from BIOS to EFI does the trick.
This does not help with the CD ROM though, the only reason why I need to change from BIOS to EFI when using a USB boot is so the system will recognize the drive.
Installation works fine now. We will see.